{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User's Guide, Chapter 53: Advanced Corpus and Metadata Searching\n",
    "\n",
    "We saw in :ref:`Chapter 11<usersGuide_11_corpusSearching>` some ways to work with and search through the \"core\" corpus.  Not everything is in the core corpus, of course, so the `converter.parse()` function is a great way of getting files from a local hard drive or the internet.  But the \"core\" corpus also has many great search functions, and these can be helpful for working with your own files and files on the web as well.\n",
    "\n",
    "In this chapter, we'll introduce the other \"Corpora\" in addition to the \"core\" corpus and how they might be used."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Default Local Corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.corpus.corpora.LocalCorpus: 'local'>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "localCorpus = corpus.corpora.LocalCorpus()\n",
    "localCorpus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can add and remove paths from a *local* corpus with the ``addPath()`` and\n",
    "``removePath()`` methods:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating multiple corpus repositories via local corpora\n",
    "\n",
    "In addition to the default local corpus, music21 allows users to create\n",
    "and save as many named local corpora as they like, which will persist from\n",
    "session to session.\n",
    "\n",
    "Let's create a new *local* corpus, give it a directory to find music files in,\n",
    "and then save it:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from music21 import *\n",
    "\n",
    "aNewLocalCorpus = corpus.corpora.LocalCorpus('newCorpus')\n",
    "aNewLocalCorpus.existsInSettings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('/Users/josiah/Desktop',)\n"
     ]
    }
   ],
   "source": [
    "aNewLocalCorpus.addPath('~/Desktop')\n",
    "#_DOCS_SHOW aNewLocalCorpus.directoryPaths\n",
    "print(\"('/Users/josiah/Desktop',)\") #_DOCS_HIDE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cuthbert/git/music21base/music21/corpus/corpora.py: WARNING: newCorpus metadata cache: starting processing of paths: 0\n",
      "/Users/cuthbert/git/music21base/music21/corpus/corpora.py: WARNING: cache: filename: /var/folders/mk/qf43gd_s5f30rzzbt7l7l01h0000gn/T/music21/local-newCorpus.p.gz\n",
      "bundles.py: WARNING: MetadataBundle Modification Time: 1598914420.295312\n",
      "bundles.py: WARNING: Skipped 0 sources already in cache.\n",
      "/Users/cuthbert/git/music21base/music21/corpus/corpora.py: WARNING: cache: writing time: 0.028 md items: 0\n",
      "\n",
      "/Users/cuthbert/git/music21base/music21/corpus/corpora.py: WARNING: cache: filename: /var/folders/mk/qf43gd_s5f30rzzbt7l7l01h0000gn/T/music21/local-newCorpus.p.gz\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aNewLocalCorpus.save()\n",
    "aNewLocalCorpus.existsInSettings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that our new *local* corpus is saved by checking for the names of\n",
    "all saved *local* corpora using the corpus.manager list:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[None, 'funk', 'newCorpus', 'bach']\n"
     ]
    }
   ],
   "source": [
    "#_DOCS_SHOW corpus.manager.listLocalCorporaNames()\n",
    "print(\"[None, 'funk', 'newCorpus', 'bach']\") #_DOCS_HIDE"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "..  note::\n",
    "\n",
    "    When running ``listLocalCorporaNames()``, you will see ``None`` -\n",
    "    indicating the default *local* corpus - along with the names of any\n",
    "    non-default *local* corpora you've manually created yourself. In the above\n",
    "    example, a number of other corpora have already been created.\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can delete the *local* corpus we previously created like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aNewLocalCorpus.delete()\n",
    "aNewLocalCorpus.existsInSettings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Inspecting metadata bundle search results\n",
    "\n",
    "Let's take a closer look at some search results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle {363 entries}>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bachBundle = corpus.corpora.CoreCorpus().search('bach', 'composer')\n",
    "bachBundle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataEntry 'bach_bwv10_7_mxl'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bachBundle[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('bach/bwv10.7.mxl')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bachBundle[0].sourcePath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.RichMetadata id=0x7ff7e6595e80>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bachBundle[0].metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('ambitus',\n",
       "  \"AmbitusShort(semitones=34, diatonic='m7', pitchLowest='G2', pitchHighest='F5')\"),\n",
       " ('composer', 'J.S. Bach'),\n",
       " ('keySignatureFirst', '-2'),\n",
       " ('keySignatures', '[-2]'),\n",
       " ('movementName', 'bwv10.7.mxl'),\n",
       " ('noteCount', '214'),\n",
       " ('numberOfParts', '4'),\n",
       " ('pitchHighest', 'F5'),\n",
       " ('pitchLowest', 'G2'),\n",
       " ('quarterLength', '88.0'),\n",
       " ('sourcePath', 'bach/bwv10.7.mxl'),\n",
       " ('timeSignatureFirst', '4/4'),\n",
       " ('timeSignatures', \"['4/4']\")]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bachBundle[0].metadata.all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "214"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdpl = bachBundle[0].metadata\n",
    "mdpl.noteCount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 706,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bachAnalysis0 = bachBundle[0].parse()\n",
    "bachAnalysis0.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Manipulating multiple metadata bundles\n",
    "\n",
    "Another useful feature of `music21`'s metadata bundles is that they can be\n",
    "operated on as though they were sets, allowing you to union, intersect and\n",
    "difference multiple metadata bundles, thereby creating more complex search\n",
    "results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle {1 entry}>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corelliBundle = corpus.search('corelli', field='composer')\n",
    "corelliBundle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle {364 entries}>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bachBundle.union(corelliBundle)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consult the API for class:`~music21.metadata.bundles.MetadataBundle` for a more\n",
    "in depth look at how this works."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting a metadata bundle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In music21, metadata is information *about* a score, such as its composer,\n",
    "title, initial key signature or ambitus. A metadata *bundle* is a collection of\n",
    "metadata pulled from an arbitrarily large group of different scores. Users can\n",
    "search through metadata bundles to find scores with certain qualities, such as\n",
    "all scores in a given corpus with a time signature of ``6/8``, or all scores\n",
    "composed by Monteverdi.\n",
    "\n",
    "There are a number of different ways to acquire a metadata bundle.  The easiest way\n",
    "to get the metadataBundle for the core corpus is simply to download music21: we\n",
    "include a pre-made metadataBundle (in ``corpus/metadataCache/core.json``) so\n",
    "that this step is unnecessary for the core corpus unless you're contributing to\n",
    "the project.  But you may want to create metadata bundles for your own local corpora.\n",
    "Access the ``metadataBundle`` attribute of any ``Corpus`` instance to get its\n",
    "corresponding metadata bundle:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle 'core': {15107 entries}>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coreCorpus = corpus.corpora.CoreCorpus()\n",
    "coreCorpus.metadataBundle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Music21 also provides a handful of convenience methods for getting metadata\n",
    "bundles associated with the *virtual*, *local* or *core* corpora:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "coreBundle = corpus.corpora.CoreCorpus().metadataBundle\n",
    "localBundle = corpus.corpora.LocalCorpus().metadataBundle\n",
    "otherLocalBundle = corpus.corpora.LocalCorpus('blah').metadataBundle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But really advanced users can also make metadata bundles manually, by passing in the name of the\n",
    "corpus you want the bundle to refer to, or, equivalently, an actual ``Corpus`` instance\n",
    "itself:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "coreBundle = metadata.bundles.MetadataBundle('core')\n",
    "coreBundle = metadata.bundles.MetadataBundle(corpus.corpora.CoreCorpus())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, you'll need to read the bundle's saved data from disk before you can\n",
    "do anything useful with the bundle. Bundles don't read their associated JSON\n",
    "files automatically when they're manually instantiated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle 'core': {0 entries}>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coreBundle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle 'core': {15107 entries}>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coreBundle.read()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating persistent metadata bundles\n",
    "\n",
    "Metadata bundles can take a long time to create.  So it'd be nice if they could be written to and read from disk.  Unfortunately we never got around to...nah, just kidding.  Of course you can.  Just call `.write()` on one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle 'core': {15107 entries}>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coreBundle = metadata.bundles.MetadataBundle('core')\n",
    "coreBundle.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#_DOCS_SHOW coreBundle.write()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "They can also be completely rebuilt, as you will want to do for local\n",
    "corpora. To add information to a bundle, use the ``addFromPaths()`` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newBundle = metadata.bundles.MetadataBundle()\n",
    "paths = corpus.corpora.CoreCorpus().search('corelli')\n",
    "#_DOCS_SHOW failedPaths = newBundle.addFromPaths(paths)\n",
    "failedPaths = [] #_DOCS_HIDE\n",
    "failedPaths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "then call ``.write()`` to save to disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<music21.metadata.bundles.MetadataBundle {1 entry}>\n"
     ]
    }
   ],
   "source": [
    "#_DOCS_SHOW newBundle\n",
    "print(\"<music21.metadata.bundles.MetadataBundle {1 entry}>\") # did not actually run addFromPaths... #_DOCS_HIDE"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "..  note::\n",
    "\n",
    "    Building metadata information can be an incredibly intensive process. For\n",
    "    example, building the *core* metadata bundle can easily take as long as four\n",
    "    hours! And this is even though the building process uses multiple cores. \n",
    "    Please use caution, and be patient, when building metadata bundles\n",
    "    from large corpora. To monitor the corpus-building progress, make sure to\n",
    "    set 'debug' to True in your user settings:\n",
    "\n",
    "    >>> #_DOCS_SHOW environment.UserSettings()['debug'] = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can delete, rebuild and save a metadata bundle in one go with the\n",
    "``rebuild()`` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "localBundle = corpus.corpora.LocalCorpus().metadataBundle\n",
    "#_DOCS_SHOW localBundle.rebuild()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The process of rebuilding will store the file as it goes (for safety) so at the end there is \n",
    "no need to call ``.write()``.\n",
    "\n",
    "To delete a metadata bundle's cached-to-disk JSON file, use the ``delete()``\n",
    "method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#_DOCS_SHOW localBundle.delete()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Deleting a metadata bundle's JSON file won't empty the in-memory contents of\n",
    "that bundle. For that, use ``clear()``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "localBundle.clear()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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